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Expand Up @@ -151,7 +151,7 @@ We encourage you to take a look at the following presentations to gain a better

### Publications

We encourage you to read and cite the following papers if you use any part of this project for your research:
We encourage you to read and cite the relevant papers if you use any part of this project for your research:

#### [AutoDRIVE: A Comprehensive, Flexible and Integrated Digital Twin Ecosystem for Enhancing Autonomous Driving Research and Education](https://arxiv.org/abs/2212.05241)
```bibtex
Expand Down Expand Up @@ -209,44 +209,83 @@ This work has been published at **2023 IEEE/ASME International Conference on Adv
#### [Towards Sim2Real Transfer of Autonomy Algorithms using AutoDRIVE Ecosystem](https://arxiv.org/abs/2307.13272)
```bibtex
@eprint{AutoDRIVE-Sim2Real-2023,
title={Towards Sim2Real Transfer of Autonomy Algorithms using AutoDRIVE Ecosystem},
author={Chinmay Vilas Samak and Tanmay Vilas Samak and Venkat Krovi},
year={2023},
eprint={2307.13272},
archivePrefix={arXiv},
primaryClass={cs.RO}
title = {Towards Sim2Real Transfer of Autonomy Algorithms using AutoDRIVE Ecosystem},
author = {Chinmay Vilas Samak and Tanmay Vilas Samak and Venkat Krovi},
year = {2023},
eprint ={2307.13272},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
}
```
This work has been accepted at **2023 AACC/IFAC Modeling, Estimation and Control Conference (MECC).** The open-access publication can be found on [ScienceDirect](https://doi.org/10.1016/j.ifacol.2023.12.037).

#### [Multi-Agent Deep Reinforcement Learning for Cooperative and Competitive Autonomous Vehicles using AutoDRIVE Ecosystem](https://arxiv.org/abs/2309.10007)
```bibtex
@eprint{AutoDRIVE-MARL-2023,
title={Multi-Agent Deep Reinforcement Learning for Cooperative and Competitive Autonomous Vehicles using AutoDRIVE Ecosystem},
author={Tanmay Vilas Samak and Chinmay Vilas Samak and Venkat Krovi},
year={2023},
eprint={2309.10007},
archivePrefix={arXiv},
primaryClass={cs.RO}
title = {Multi-Agent Deep Reinforcement Learning for Cooperative and Competitive Autonomous Vehicles using AutoDRIVE Ecosystem},
author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Venkat Krovi},
year = {2023},
eprint = {2309.10007},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
}
```
This work has been accepted as Multi-Agent Dynamic Games (MAD-Games) Workshop paper at **2023 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).** The publication can be found on [MAD-Games Workshop Website](https://iros2023-madgames.f1tenth.org/papers/samak.pdf).

#### [Nigel - Mechatronic Design and Robust Sim2Real Control of an Over-Actuated Autonomous Vehicle](https://arxiv.org/abs/2401.11542)
```bibtex
@eprint{Nigel-4WD4WS-2024,
title={Nigel -- Mechatronic Design and Robust Sim2Real Control of an Over-Actuated Autonomous Vehicle},
author={Chinmay Vilas Samak and Tanmay Vilas Samak and Javad Mohammadpour Velni and Venkat Narayan Krovi},
year={2024},
eprint={2401.11542},
archivePrefix={arXiv},
primaryClass={cs.RO}
title = {Nigel -- Mechatronic Design and Robust Sim2Real Control of an Over-Actuated Autonomous Vehicle},
author = {Chinmay Vilas Samak and Tanmay Vilas Samak and Javad Mohammadpour Velni and Venkat Narayan Krovi},
year = {2024},
eprint = {2401.11542},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
}
```
This work has been accepted at **IEEE/ASME Transactions on Mechatronics** and additionally accepted to be presented at **2024 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM).**

#### [Towards Validation of Autonomous Vehicles Across Scales using an Integrated Digital Twin Framework](https://arxiv.org/abs/2402.12670)
```bibtex
@eprint{AutoDRIVE-Autoware-2024,
title = {Towards Validation of Autonomous Vehicles Across Scales using an Integrated Digital Twin Framework},
author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Venkat Narayan Krovi},
year = {2024},
eprint = {2402.12670},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
}
```
This work has been accepted at **2024 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM).**

#### [A Scalable and Parallelizable Digital Twin Framework for Sustainable Sim2Real Transition of Multi-Agent Reinforcement Learning Systems](https://arxiv.org/abs/2403.10996)
```bibtex
@eprint{AutoDRIVE-DT-MARL-2024,
title = {A Scalable and Parallelizable Digital Twin Framework for Sustainable Sim2Real Transition of Multi-Agent Reinforcement Learning Systems},
author = {Chinmay Vilas Samak and Tanmay Vilas Samak and Venkat Krovi},
year = {2024},
eprint = {2403.10996},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
}
```

#### [Off-Road Autonomy Validation Using Scalable Digital Twin Simulations Within High-Performance Computing Clusters](https://arxiv.org/abs/2405.04743)
```bibtex
@eprint{AutoDRIVE-HPC-RZR-2024,
title = {Off-Road Autonomy Validation Using Scalable Digital Twin Simulations Within High-Performance Computing Clusters},
author = {Tanmay Vilas Samak and Chinmay Vilas Samak and Joey Binz and Jonathon Smereka and Mark Brudnak and David Gorsich and Feng Luo and Venkat Krovi},
year = {2024},
eprint = {2405.04743},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
}
```
This work has been accepted at **2024 Ground Vehicle Systems Engineering and Technology Symposium (GVSETS). Distribution Statement A. Approved for public release; distribution is unlimited. OPSEC #8451.**

### Technical Reports

We encourage you to read and cite the following technical reports if you use any part of this project for your research (these can serve as a good source of documentation as well):
We encourage you to read and cite the relevant technical reports if you use any part of this project for your research (these can serve as a good source of documentation as well):

#### [AutoDRIVE - Technical Report](https://arxiv.org/abs/2211.08475)
```bibtex
Expand Down Expand Up @@ -275,6 +314,20 @@ year = {2022},
copyright = {arXiv.org perpetual, non-exclusive license}
}
```
#### [Autonomy Oriented Digital Twins for Real2Sim2Real Autoware Deployment](https://arxiv.org/abs/2402.14739)
```bibtex
@misc{AutoDRIVE-Autoware-Technical-Report,
doi = {10.48550/arXiv.2402.14739},
url = {https://doi.org/10.48550/arXiv.2402.14739},
author = {Chinmay Vilas Samak and Tanmay Vilas Samak},
title = {Autonomy Oriented Digital Twins for Real2Sim2Real Autoware Deployment},
year = {2024},
eprint = {2402.14739},
archivePrefix = {arXiv},
primaryClass = {cs.RO}
copyright = {arXiv.org perpetual, non-exclusive license}
}
```

## Team

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